RubyConf 2023 - Get your Data prod ready, Fast, with Ruby Polars! by Paul Reece

Channel:
Subscribers:
42,500
Published on ● Video Link: https://www.youtube.com/watch?v=QjTLx7po1jY



Duration: 33:15
108 views
5


Imagine you receive a CSV of data that has over 500,000 rows and 100 columns. Data is randomly missing in some places, some of the column names are wrong, and you have mixed Data types in some of the columns. Correcting and cleaning that data by hand could take hours. Fear not! There is a better and faster way. We will look into using Ruby Polars, a gem written in Rust with a Ruby API, to wrangle and clean tabular data to get it prod ready. By learning some basic operations used in Polars you can greatly expedite the import process of CSV files and API Data. Whether your goal is to use the Data in an existing application or use it in a Ruby AI/Machine learning project(since cleaning Data is a vital first step in this process), this talk will get you well on your way!




Other Videos By Confreaks


2024-01-01RubyConf 2023 - The Unbreakable Code Whose Breaking Won WWII by Aji Slater
2024-01-01RubyConf 2023 - State of the RubyGems by Samuel Giddins
2024-01-01RubyConf 2023 - Wrapping Rust in Ruby by Garen Torikian
2024-01-01RubyConf 2023 - Demystifying the Ruby package ecosystem by Jenny Shen
2024-01-01RubyConf 2023 - Keynote by Sharon Steed
2024-01-01RubyConf 2023 - Closing from Ruby Central with Adarsh Pandit
2024-01-01RubyConf 2023 - Welcome Ceremony with Catherine Ricafort McCreary
2024-01-01RubyConf 2023 - Ruby on Rack: The Magic Between Request and Response by Meagan Waller
2024-01-01RubyConf 2023 - Lightning Talks
2024-01-01RubyConf 2023 - Rooftop Ruby podcast by Collin Donnell
2024-01-01RubyConf 2023 - Get your Data prod ready, Fast, with Ruby Polars! by Paul Reece
2024-01-01RubyConf 2023 - The Second Oldest Bug by Jeremy Evans
2024-01-01RubyConf 2023 - Livin’ La Vida Hanami by Tim Riley
2024-01-01RubyConf 2023 - Keynote by Yukihiro "Matz" Matsumoto
2024-01-01RubyConf 2023 - The Future of Understanding Ruby Code by Kevin Newton
2024-01-01RubyConf 2023 - Finding a needle in the haystack - Debugging performance issues by Puneet Khushwani
2024-01-01RubyConf 2023 - How Programs Learn, and What Happens After They're Built by Phil Crissman
2024-01-01RubyConf 2023 - The Secret Ingredient: How To Understand and Resolve Just... by Alan Ridlehoover
2024-01-01RubyConf 2023 - Popping Into CRuby by Jemma Issroff
2024-01-01RubyConf 2023 - Which Time Is It? by Joël Quenneville
2024-01-01RubyConf 2023 - Keynote by Saron Yitbarek



Tags:
RubyConf
Ruby
Programming
rubyfriends
tech conference
coding
tech sessions
tech event
ruby and rails